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A Cost-Effective and Non-Invasive pfeRNA-Based Test Differentiates Benign and Suspicious Pulmonary Nodules from Malignant Ones
The ability to differentiate between benign, suspicious, and malignant pulmonary nodules is imperative for definitive intervention in patients with early stage lung cancers. Here, we report that plasma protein functional effector sncRNAs (pfeRNAs) serve as non-invasive biomarkers for determining bot...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8709422/ https://www.ncbi.nlm.nih.gov/pubmed/34940762 http://dx.doi.org/10.3390/ncrna7040080 |
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author | Liu, Wei Wang, Yuyan Huang, Hongchan Fackche, Nadege Rodgers, Kristen Lee, Beverly Nizam, Wasay Khan, Hamza Lu, Zhihao Kong, Xiangqian Li, Yanfei Liang, Naixin Zhao, Xin Jin, Xin Liu, Haibo Talbot, Charles Conover Huang, Peng Eshleman, James R. Lai, Qi Zhang, Yi Brock, Malcolm V. Mei, Yuping |
author_facet | Liu, Wei Wang, Yuyan Huang, Hongchan Fackche, Nadege Rodgers, Kristen Lee, Beverly Nizam, Wasay Khan, Hamza Lu, Zhihao Kong, Xiangqian Li, Yanfei Liang, Naixin Zhao, Xin Jin, Xin Liu, Haibo Talbot, Charles Conover Huang, Peng Eshleman, James R. Lai, Qi Zhang, Yi Brock, Malcolm V. Mei, Yuping |
author_sort | Liu, Wei |
collection | PubMed |
description | The ability to differentiate between benign, suspicious, and malignant pulmonary nodules is imperative for definitive intervention in patients with early stage lung cancers. Here, we report that plasma protein functional effector sncRNAs (pfeRNAs) serve as non-invasive biomarkers for determining both the existence and the nature of pulmonary nodules in a three-stage study that included the healthy group, patients with benign pulmonary nodules, patients with suspicious nodules, and patients with malignant nodules. Following the standards required for a clinical laboratory improvement amendments (CLIA)-compliant laboratory-developed test (LDT), we identified a pfeRNA classifier containing 8 pfeRNAs in 108 biospecimens from 60 patients by sncRNA deep sequencing, deduced prediction rules using a separate training cohort of 198 plasma specimens, and then applied the prediction rules to another 230 plasma specimens in an independent validation cohort. The pfeRNA classifier could (1) differentiate patients with or without pulmonary nodules with an average sensitivity and specificity of 96.2% and 97.35% and (2) differentiate malignant versus benign pulmonary nodules with an average sensitivity and specificity of 77.1% and 74.25%. Our biomarkers are cost-effective, non-invasive, sensitive, and specific, and the qPCR-based method provides the possibility for automatic testing of robotic applications. |
format | Online Article Text |
id | pubmed-8709422 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-87094222021-12-25 A Cost-Effective and Non-Invasive pfeRNA-Based Test Differentiates Benign and Suspicious Pulmonary Nodules from Malignant Ones Liu, Wei Wang, Yuyan Huang, Hongchan Fackche, Nadege Rodgers, Kristen Lee, Beverly Nizam, Wasay Khan, Hamza Lu, Zhihao Kong, Xiangqian Li, Yanfei Liang, Naixin Zhao, Xin Jin, Xin Liu, Haibo Talbot, Charles Conover Huang, Peng Eshleman, James R. Lai, Qi Zhang, Yi Brock, Malcolm V. Mei, Yuping Noncoding RNA Article The ability to differentiate between benign, suspicious, and malignant pulmonary nodules is imperative for definitive intervention in patients with early stage lung cancers. Here, we report that plasma protein functional effector sncRNAs (pfeRNAs) serve as non-invasive biomarkers for determining both the existence and the nature of pulmonary nodules in a three-stage study that included the healthy group, patients with benign pulmonary nodules, patients with suspicious nodules, and patients with malignant nodules. Following the standards required for a clinical laboratory improvement amendments (CLIA)-compliant laboratory-developed test (LDT), we identified a pfeRNA classifier containing 8 pfeRNAs in 108 biospecimens from 60 patients by sncRNA deep sequencing, deduced prediction rules using a separate training cohort of 198 plasma specimens, and then applied the prediction rules to another 230 plasma specimens in an independent validation cohort. The pfeRNA classifier could (1) differentiate patients with or without pulmonary nodules with an average sensitivity and specificity of 96.2% and 97.35% and (2) differentiate malignant versus benign pulmonary nodules with an average sensitivity and specificity of 77.1% and 74.25%. Our biomarkers are cost-effective, non-invasive, sensitive, and specific, and the qPCR-based method provides the possibility for automatic testing of robotic applications. MDPI 2021-12-16 /pmc/articles/PMC8709422/ /pubmed/34940762 http://dx.doi.org/10.3390/ncrna7040080 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Liu, Wei Wang, Yuyan Huang, Hongchan Fackche, Nadege Rodgers, Kristen Lee, Beverly Nizam, Wasay Khan, Hamza Lu, Zhihao Kong, Xiangqian Li, Yanfei Liang, Naixin Zhao, Xin Jin, Xin Liu, Haibo Talbot, Charles Conover Huang, Peng Eshleman, James R. Lai, Qi Zhang, Yi Brock, Malcolm V. Mei, Yuping A Cost-Effective and Non-Invasive pfeRNA-Based Test Differentiates Benign and Suspicious Pulmonary Nodules from Malignant Ones |
title | A Cost-Effective and Non-Invasive pfeRNA-Based Test Differentiates Benign and Suspicious Pulmonary Nodules from Malignant Ones |
title_full | A Cost-Effective and Non-Invasive pfeRNA-Based Test Differentiates Benign and Suspicious Pulmonary Nodules from Malignant Ones |
title_fullStr | A Cost-Effective and Non-Invasive pfeRNA-Based Test Differentiates Benign and Suspicious Pulmonary Nodules from Malignant Ones |
title_full_unstemmed | A Cost-Effective and Non-Invasive pfeRNA-Based Test Differentiates Benign and Suspicious Pulmonary Nodules from Malignant Ones |
title_short | A Cost-Effective and Non-Invasive pfeRNA-Based Test Differentiates Benign and Suspicious Pulmonary Nodules from Malignant Ones |
title_sort | cost-effective and non-invasive pferna-based test differentiates benign and suspicious pulmonary nodules from malignant ones |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8709422/ https://www.ncbi.nlm.nih.gov/pubmed/34940762 http://dx.doi.org/10.3390/ncrna7040080 |
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